Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 740 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 26 |
| Duplicate rows (%) | 3.5% |
| Total size in memory | 121.5 KiB |
| Average record size in memory | 168.2 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
| Dataset has 26 (3.5%) duplicate rows | Duplicates |
Reason for absence is highly correlated with Disciplinary failure | High correlation |
Service time is highly correlated with Age | High correlation |
Age is highly correlated with Service time | High correlation |
Disciplinary failure is highly correlated with Reason for absence | High correlation |
Weight is highly correlated with Body mass index | High correlation |
Body mass index is highly correlated with Weight | High correlation |
Service time is highly correlated with Age and 2 other fields | High correlation |
Age is highly correlated with Service time | High correlation |
Weight is highly correlated with Service time and 1 other fields | High correlation |
Body mass index is highly correlated with Service time and 1 other fields | High correlation |
Service time is highly correlated with Age | High correlation |
Age is highly correlated with Service time | High correlation |
Weight is highly correlated with Body mass index | High correlation |
Body mass index is highly correlated with Weight | High correlation |
Age is highly correlated with Height and 9 other fields | High correlation |
Height is highly correlated with Age and 10 other fields | High correlation |
ID is highly correlated with Age and 10 other fields | High correlation |
Son is highly correlated with Age and 8 other fields | High correlation |
Seasons is highly correlated with Month of absence and 2 other fields | High correlation |
Reason for absence is highly correlated with Disciplinary failure | High correlation |
Pet is highly correlated with Age and 10 other fields | High correlation |
Transportation expense is highly correlated with Age and 10 other fields | High correlation |
Body mass index is highly correlated with Age and 11 other fields | High correlation |
Month of absence is highly correlated with Seasons and 2 other fields | High correlation |
Work load Average/day is highly correlated with Seasons and 2 other fields | High correlation |
Disciplinary failure is highly correlated with Reason for absence | High correlation |
Weight is highly correlated with Age and 11 other fields | High correlation |
Hit target is highly correlated with Seasons and 2 other fields | High correlation |
Social smoker is highly correlated with Height and 5 other fields | High correlation |
Distance from Residence to Work is highly correlated with Age and 11 other fields | High correlation |
Education is highly correlated with Height and 8 other fields | High correlation |
Service time is highly correlated with Age and 10 other fields | High correlation |
Social drinker is highly correlated with Age and 8 other fields | High correlation |
Reason for absence has 43 (5.8%) zeros | Zeros |
Pet has 460 (62.2%) zeros | Zeros |
Absenteeism time in hours has 44 (5.9%) zeros | Zeros |
Reproduction
| Analysis started | 2021-09-09 15:40:34.666047 |
|---|---|
| Analysis finished | 2021-09-09 15:41:00.469453 |
| Duration | 25.8 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 36 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.01756757 |
| Minimum | 1 |
|---|---|
| Maximum | 36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 9 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 34 |
| Maximum | 36 |
| Range | 35 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.02124726 |
|---|---|
| Coefficient of variation (CV) | 0.6116945155 |
| Kurtosis | -1.251818317 |
| Mean | 18.01756757 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.01660590675 |
| Sum | 13333 |
| Variance | 121.4678912 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 113 | |
| 28 | 76 | 10.3% |
| 34 | 55 | 7.4% |
| 22 | 46 | 6.2% |
| 20 | 42 | 5.7% |
| 11 | 40 | 5.4% |
| 15 | 37 | 5.0% |
| 36 | 34 | 4.6% |
| 24 | 30 | 4.1% |
| 14 | 29 | 3.9% |
| Other values (26) | 238 |
| Value | Count | Frequency (%) |
| 1 | 23 | 3.1% |
| 2 | 6 | 0.8% |
| 3 | 113 | |
| 4 | 1 | 0.1% |
| 5 | 19 | 2.6% |
| 6 | 8 | 1.1% |
| 7 | 6 | 0.8% |
| 8 | 2 | 0.3% |
| 9 | 8 | 1.1% |
| 10 | 24 | 3.2% |
| Value | Count | Frequency (%) |
| 36 | 34 | |
| 35 | 1 | 0.1% |
| 34 | 55 | |
| 33 | 24 | 3.2% |
| 32 | 5 | 0.7% |
| 31 | 3 | 0.4% |
| 30 | 7 | 0.9% |
| 29 | 5 | 0.7% |
| 28 | 76 | |
| 27 | 7 | 0.9% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.21621622 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 43 |
| Zeros (%) | 5.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 13 |
| median | 23 |
| Q3 | 26 |
| 95-th percentile | 28 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.433405883 |
|---|---|
| Coefficient of variation (CV) | 0.4388692232 |
| Kurtosis | -0.2599250726 |
| Mean | 19.21621622 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.9153123659 |
| Sum | 14220 |
| Variance | 71.12233478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 149 | |
| 28 | 112 | |
| 27 | 69 | |
| 13 | 55 | 7.4% |
| 0 | 43 | 5.8% |
| 19 | 40 | 5.4% |
| 22 | 38 | 5.1% |
| 26 | 33 | 4.5% |
| 25 | 31 | 4.2% |
| 11 | 26 | 3.5% |
| Other values (18) | 144 |
| Value | Count | Frequency (%) |
| 0 | 43 | |
| 1 | 16 | 2.2% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 2 | 0.3% |
| 5 | 3 | 0.4% |
| 6 | 8 | 1.1% |
| 7 | 15 | 2.0% |
| 8 | 6 | 0.8% |
| 9 | 4 | 0.5% |
| Value | Count | Frequency (%) |
| 28 | 112 | |
| 27 | 69 | |
| 26 | 33 | 4.5% |
| 25 | 31 | 4.2% |
| 24 | 3 | 0.4% |
| 23 | 149 | |
| 22 | 38 | 5.1% |
| 21 | 6 | 0.8% |
| 19 | 40 | 5.4% |
| 18 | 21 | 2.8% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.324324324 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 3 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.436286932 |
|---|---|
| Coefficient of variation (CV) | 0.5433445149 |
| Kurtosis | -1.254966504 |
| Mean | 6.324324324 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.06936854151 |
| Sum | 4680 |
| Variance | 11.80806788 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 87 | |
| 2 | 72 | |
| 10 | 71 | |
| 7 | 67 | |
| 5 | 64 | |
| 11 | 63 | |
| 8 | 54 | |
| 6 | 54 | |
| 9 | 53 | |
| 4 | 53 | |
| Other values (3) | 102 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.4% |
| 1 | 50 | |
| 2 | 72 | |
| 3 | 87 | |
| 4 | 53 | |
| 5 | 64 | |
| 6 | 54 | |
| 7 | 67 | |
| 8 | 54 | |
| 9 | 53 |
| Value | Count | Frequency (%) |
| 12 | 49 | |
| 11 | 63 | |
| 10 | 71 | |
| 9 | 53 | |
| 8 | 54 | |
| 7 | 67 | |
| 6 | 54 | |
| 5 | 64 | |
| 4 | 53 | |
| 3 | 87 |
Day of the week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 2 | |
|---|---|
| 4 | |
| 3 | |
| 6 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 161 | |
| 4 | 156 | |
| 3 | 154 | |
| 6 | 144 | |
| 5 | 125 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 4 | |
|---|---|
| 2 | |
| 3 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 195 | |
| 2 | 192 | |
| 3 | 183 | |
| 1 | 170 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 221.3297297 |
| Minimum | 118 |
|---|---|
| Maximum | 388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 118 |
|---|---|
| 5-th percentile | 118 |
| Q1 | 179 |
| median | 225 |
| Q3 | 260 |
| 95-th percentile | 361 |
| Maximum | 388 |
| Range | 270 |
| Interquartile range (IQR) | 81 |
Descriptive statistics
| Standard deviation | 66.95222325 |
|---|---|
| Coefficient of variation (CV) | 0.3024999096 |
| Kurtosis | -0.3182910179 |
| Mean | 221.3297297 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 0.396188637 |
| Sum | 163784 |
| Variance | 4482.600197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 179 | 180 | |
| 118 | 92 | |
| 225 | 81 | |
| 235 | 58 | 7.8% |
| 289 | 45 | 6.1% |
| 260 | 42 | 5.7% |
| 291 | 40 | 5.4% |
| 246 | 30 | 4.1% |
| 155 | 29 | 3.9% |
| 248 | 24 | 3.2% |
| Other values (14) | 119 |
| Value | Count | Frequency (%) |
| 118 | 92 | |
| 155 | 29 | 3.9% |
| 157 | 7 | 0.9% |
| 179 | 180 | |
| 184 | 7 | 0.9% |
| 189 | 8 | 1.1% |
| 225 | 81 | |
| 228 | 8 | 1.1% |
| 231 | 2 | 0.3% |
| 233 | 7 | 0.9% |
| Value | Count | Frequency (%) |
| 388 | 3 | 0.4% |
| 378 | 8 | 1.1% |
| 369 | 15 | 2.0% |
| 361 | 24 | |
| 330 | 16 | 2.2% |
| 300 | 5 | 0.7% |
| 291 | 40 | |
| 289 | 45 | |
| 279 | 6 | 0.8% |
| 268 | 3 | 0.4% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.63108108 |
| Minimum | 5 |
|---|---|
| Maximum | 52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 16 |
| median | 26 |
| Q3 | 50 |
| 95-th percentile | 51 |
| Maximum | 52 |
| Range | 47 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 14.83678844 |
|---|---|
| Coefficient of variation (CV) | 0.5007170814 |
| Kurtosis | -1.261682574 |
| Mean | 29.63108108 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.3120827847 |
| Sum | 21927 |
| Variance | 220.1302911 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 128 | |
| 51 | 120 | |
| 10 | 55 | 7.4% |
| 25 | 54 | 7.3% |
| 50 | 45 | 6.1% |
| 36 | 40 | 5.4% |
| 31 | 37 | 5.0% |
| 13 | 34 | 4.6% |
| 12 | 29 | 3.9% |
| 11 | 26 | 3.5% |
| Other values (15) | 172 |
| Value | Count | Frequency (%) |
| 5 | 6 | 0.8% |
| 10 | 55 | |
| 11 | 26 | |
| 12 | 29 | |
| 13 | 34 | |
| 14 | 9 | 1.2% |
| 15 | 9 | 1.2% |
| 16 | 26 | |
| 17 | 15 | 2.0% |
| 20 | 19 | 2.6% |
| Value | Count | Frequency (%) |
| 52 | 24 | 3.2% |
| 51 | 120 | |
| 50 | 45 | 6.1% |
| 49 | 8 | 1.1% |
| 48 | 5 | 0.7% |
| 45 | 1 | 0.1% |
| 42 | 7 | 0.9% |
| 36 | 40 | 5.4% |
| 35 | 2 | 0.3% |
| 31 | 37 | 5.0% |
| Distinct | 18 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.55405405 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 9 |
| median | 13 |
| Q3 | 16 |
| 95-th percentile | 18 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.384873408 |
|---|---|
| Coefficient of variation (CV) | 0.3492794749 |
| Kurtosis | 0.6831107752 |
| Mean | 12.55405405 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.004719563328 |
| Sum | 9290 |
| Variance | 19.2271148 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 147 | |
| 9 | 126 | |
| 14 | 85 | |
| 13 | 73 | |
| 12 | 61 | |
| 10 | 55 | 7.4% |
| 11 | 50 | 6.8% |
| 16 | 38 | 5.1% |
| 3 | 24 | 3.2% |
| 17 | 20 | 2.7% |
| Other values (8) | 61 |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.9% |
| 3 | 24 | 3.2% |
| 4 | 16 | 2.2% |
| 6 | 7 | 0.9% |
| 7 | 7 | 0.9% |
| 8 | 13 | 1.8% |
| 9 | 126 | |
| 10 | 55 | |
| 11 | 50 | 6.8% |
| 12 | 61 |
| Value | Count | Frequency (%) |
| 29 | 5 | 0.7% |
| 24 | 2 | 0.3% |
| 18 | 147 | |
| 17 | 20 | 2.7% |
| 16 | 38 | 5.1% |
| 15 | 4 | 0.5% |
| 14 | 85 | |
| 13 | 73 | |
| 12 | 61 | |
| 11 | 50 | 6.8% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.45 |
| Minimum | 27 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 31 |
| median | 37 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 58 |
| Range | 31 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.478772458 |
|---|---|
| Coefficient of variation (CV) | 0.1777441003 |
| Kurtosis | 0.4316130531 |
| Mean | 36.45 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.6977034092 |
| Sum | 26973 |
| Variance | 41.97449256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 117 | |
| 38 | 113 | |
| 37 | 78 | |
| 40 | 58 | |
| 33 | 51 | |
| 36 | 50 | 6.8% |
| 30 | 46 | 6.2% |
| 50 | 37 | 5.0% |
| 41 | 34 | 4.6% |
| 34 | 29 | 3.9% |
| Other values (12) | 127 |
| Value | Count | Frequency (%) |
| 27 | 7 | 0.9% |
| 28 | 117 | |
| 29 | 7 | 0.9% |
| 30 | 46 | 6.2% |
| 31 | 22 | 3.0% |
| 32 | 13 | 1.8% |
| 33 | 51 | |
| 34 | 29 | 3.9% |
| 36 | 50 | |
| 37 | 78 |
| Value | Count | Frequency (%) |
| 58 | 8 | 1.1% |
| 53 | 1 | 0.1% |
| 50 | 37 | |
| 49 | 5 | 0.7% |
| 48 | 6 | 0.8% |
| 47 | 24 | |
| 46 | 2 | 0.3% |
| 43 | 24 | |
| 41 | 34 | |
| 40 | 58 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 271.4902351 |
| Minimum | 205.917 |
|---|---|
| Maximum | 378.884 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 205.917 |
|---|---|
| 5-th percentile | 222.196 |
| Q1 | 244.387 |
| median | 264.249 |
| Q3 | 294.217 |
| 95-th percentile | 343.253 |
| Maximum | 378.884 |
| Range | 172.967 |
| Interquartile range (IQR) | 49.83 |
Descriptive statistics
| Standard deviation | 39.05811619 |
|---|---|
| Coefficient of variation (CV) | 0.1438656391 |
| Kurtosis | 0.6181879633 |
| Mean | 271.4902351 |
| Median Absolute Deviation (MAD) | 20.604 |
| Skewness | 0.9614566084 |
| Sum | 200902.774 |
| Variance | 1525.53644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 222.196 | 36 | 4.9% |
| 264.249 | 33 | 4.5% |
| 237.656 | 32 | 4.3% |
| 343.253 | 29 | 3.9% |
| 265.017 | 28 | 3.8% |
| 284.853 | 25 | 3.4% |
| 308.593 | 24 | 3.2% |
| 268.519 | 23 | 3.1% |
| 284.031 | 22 | 3.0% |
| 244.387 | 22 | 3.0% |
| Other values (28) | 466 |
| Value | Count | Frequency (%) |
| 205.917 | 21 | |
| 222.196 | 36 | |
| 230.29 | 20 | |
| 236.629 | 19 | |
| 237.656 | 32 | |
| 239.409 | 13 | 1.8% |
| 239.554 | 19 | |
| 241.476 | 22 | |
| 244.387 | 22 | |
| 246.074 | 16 |
| Value | Count | Frequency (%) |
| 378.884 | 16 | |
| 377.55 | 16 | |
| 343.253 | 29 | |
| 330.061 | 11 | 1.5% |
| 326.452 | 20 | |
| 313.532 | 15 | |
| 308.593 | 24 | |
| 306.345 | 18 | |
| 302.585 | 18 | |
| 294.217 | 19 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.58783784 |
| Minimum | 81 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 81 |
|---|---|
| 5-th percentile | 88 |
| Q1 | 93 |
| median | 95 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 19 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.779313134 |
|---|---|
| Coefficient of variation (CV) | 0.03995559282 |
| Kurtosis | 2.419042289 |
| Mean | 94.58783784 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.261708179 |
| Sum | 69995 |
| Variance | 14.28320777 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93 | 105 | |
| 99 | 102 | |
| 97 | 89 | |
| 92 | 79 | |
| 96 | 75 | |
| 95 | 75 | |
| 98 | 66 | |
| 91 | 45 | |
| 94 | 34 | 4.6% |
| 88 | 28 | 3.8% |
| Other values (3) | 42 | 5.7% |
| Value | Count | Frequency (%) |
| 81 | 19 | 2.6% |
| 87 | 12 | 1.6% |
| 88 | 28 | 3.8% |
| 91 | 45 | |
| 92 | 79 | |
| 93 | 105 | |
| 94 | 34 | 4.6% |
| 95 | 75 | |
| 96 | 75 | |
| 97 | 89 |
| Value | Count | Frequency (%) |
| 100 | 11 | 1.5% |
| 99 | 102 | |
| 98 | 66 | |
| 97 | 89 | |
| 96 | 75 | |
| 95 | 75 | |
| 94 | 34 | 4.6% |
| 93 | 105 | |
| 92 | 79 | |
| 91 | 45 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 0 | |
|---|---|
| 1 | 40 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 700 | |
| 1 | 40 | 5.4% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | 46 |
| 4 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 611 | |
| 3 | 79 | 10.7% |
| 2 | 46 | 6.2% |
| 4 | 4 | 0.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 4 | |
| 3 | 15 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 298 | |
| 1 | 229 | |
| 2 | 156 | |
| 4 | 42 | 5.7% |
| 3 | 15 | 2.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 420 | |
| 0 | 320 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 0 | |
|---|---|
| 1 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 740 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 740 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 740 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 740 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 686 | |
| 1 | 54 | 7.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7459459459 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 460 |
| Zeros (%) | 62.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.318258291 |
|---|---|
| Coefficient of variation (CV) | 1.767230318 |
| Kurtosis | 9.67482687 |
| Mean | 0.7459459459 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.735715439 |
| Sum | 552 |
| Variance | 1.737804923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 1 | 138 | 18.6% |
| 2 | 96 | 13.0% |
| 4 | 32 | 4.3% |
| 8 | 8 | 1.1% |
| 5 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 460 | |
| 1 | 138 | 18.6% |
| 2 | 96 | 13.0% |
| 4 | 32 | 4.3% |
| 5 | 6 | 0.8% |
| 8 | 8 | 1.1% |
| Value | Count | Frequency (%) |
| 8 | 8 | 1.1% |
| 5 | 6 | 0.8% |
| 4 | 32 | 4.3% |
| 2 | 96 | 13.0% |
| 1 | 138 | 18.6% |
| 0 | 460 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.03513514 |
| Minimum | 56 |
|---|---|
| Maximum | 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 56 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 69 |
| median | 83 |
| Q3 | 89 |
| 95-th percentile | 98 |
| Maximum | 108 |
| Range | 52 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.88321051 |
|---|---|
| Coefficient of variation (CV) | 0.1630061173 |
| Kurtosis | -0.9139276214 |
| Mean | 79.03513514 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.01700137215 |
| Sum | 58486 |
| Variance | 165.977113 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 89 | 113 | |
| 69 | 85 | |
| 65 | 61 | 8.2% |
| 83 | 55 | 7.4% |
| 56 | 46 | 6.2% |
| 90 | 40 | 5.4% |
| 73 | 37 | 5.0% |
| 98 | 35 | 4.7% |
| 67 | 30 | 4.1% |
| 95 | 29 | 3.9% |
| Other values (16) | 209 |
| Value | Count | Frequency (%) |
| 56 | 46 | |
| 58 | 7 | 0.9% |
| 63 | 20 | 2.7% |
| 65 | 61 | |
| 67 | 30 | 4.1% |
| 68 | 13 | 1.8% |
| 69 | 85 | |
| 70 | 15 | 2.0% |
| 73 | 37 | |
| 75 | 19 | 2.6% |
| Value | Count | Frequency (%) |
| 108 | 5 | 0.7% |
| 106 | 19 | 2.6% |
| 100 | 2 | 0.3% |
| 98 | 35 | 4.7% |
| 95 | 29 | 3.9% |
| 94 | 4 | 0.5% |
| 90 | 40 | 5.4% |
| 89 | 113 | |
| 88 | 29 | 3.9% |
| 86 | 24 | 3.2% |
| Distinct | 14 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 172.1148649 |
| Minimum | 163 |
|---|---|
| Maximum | 196 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 163 |
|---|---|
| 5-th percentile | 167 |
| Q1 | 169 |
| median | 170 |
| Q3 | 172 |
| 95-th percentile | 182 |
| Maximum | 196 |
| Range | 33 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.03499453 |
|---|---|
| Coefficient of variation (CV) | 0.03506376126 |
| Kurtosis | 7.317235494 |
| Mean | 172.1148649 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.566059693 |
| Sum | 127365 |
| Variance | 36.42115898 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 170 | 166 | |
| 172 | 155 | |
| 169 | 95 | |
| 171 | 83 | |
| 178 | 57 | 7.7% |
| 168 | 48 | 6.5% |
| 167 | 34 | 4.6% |
| 196 | 29 | 3.9% |
| 165 | 24 | 3.2% |
| 182 | 20 | 2.7% |
| Other values (4) | 29 | 3.9% |
| Value | Count | Frequency (%) |
| 163 | 6 | 0.8% |
| 165 | 24 | 3.2% |
| 167 | 34 | 4.6% |
| 168 | 48 | 6.5% |
| 169 | 95 | |
| 170 | 166 | |
| 171 | 83 | |
| 172 | 155 | |
| 174 | 8 | 1.1% |
| 175 | 8 | 1.1% |
| Value | Count | Frequency (%) |
| 196 | 29 | 3.9% |
| 185 | 7 | 0.9% |
| 182 | 20 | 2.7% |
| 178 | 57 | 7.7% |
| 175 | 8 | 1.1% |
| 174 | 8 | 1.1% |
| 172 | 155 | |
| 171 | 83 | |
| 170 | 166 | |
| 169 | 95 |
Body mass index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 17 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.67702703 |
| Minimum | 19 |
|---|---|
| Maximum | 38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 24 |
| median | 25 |
| Q3 | 31 |
| 95-th percentile | 32 |
| Maximum | 38 |
| Range | 19 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.285452223 |
|---|---|
| Coefficient of variation (CV) | 0.1606420468 |
| Kurtosis | -0.3143750012 |
| Mean | 26.67702703 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.3050456554 |
| Sum | 19741 |
| Variance | 18.36510076 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 147 | |
| 25 | 126 | |
| 24 | 86 | |
| 23 | 75 | |
| 28 | 59 | |
| 19 | 46 | 6.2% |
| 30 | 40 | 5.4% |
| 22 | 35 | 4.7% |
| 27 | 24 | 3.2% |
| 32 | 24 | 3.2% |
| Other values (7) | 78 |
| Value | Count | Frequency (%) |
| 19 | 46 | 6.2% |
| 21 | 22 | 3.0% |
| 22 | 35 | 4.7% |
| 23 | 75 | |
| 24 | 86 | |
| 25 | 126 | |
| 27 | 24 | 3.2% |
| 28 | 59 | |
| 29 | 23 | 3.1% |
| 30 | 40 | 5.4% |
| Value | Count | Frequency (%) |
| 38 | 19 | 2.6% |
| 36 | 5 | 0.7% |
| 35 | 2 | 0.3% |
| 34 | 1 | 0.1% |
| 33 | 6 | 0.8% |
| 32 | 24 | 3.2% |
| 31 | 147 | |
| 30 | 40 | 5.4% |
| 29 | 23 | 3.1% |
| 28 | 59 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.924324324 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 44 |
| Zeros (%) | 5.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 24 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 13.3309981 |
|---|---|
| Coefficient of variation (CV) | 1.925241724 |
| Kurtosis | 38.77730708 |
| Mean | 6.924324324 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 5.720727863 |
| Sum | 5124 |
| Variance | 177.7155104 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 208 | |
| 2 | 157 | |
| 3 | 112 | |
| 1 | 88 | |
| 4 | 60 | 8.1% |
| 0 | 44 | 5.9% |
| 16 | 19 | 2.6% |
| 24 | 16 | 2.2% |
| 40 | 7 | 0.9% |
| 5 | 7 | 0.9% |
| Other values (9) | 22 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 44 | 5.9% |
| 1 | 88 | |
| 2 | 157 | |
| 3 | 112 | |
| 4 | 60 | 8.1% |
| 5 | 7 | 0.9% |
| 7 | 1 | 0.1% |
| 8 | 208 | |
| 16 | 19 | 2.6% |
| 24 | 16 | 2.2% |
| Value | Count | Frequency (%) |
| 120 | 3 | 0.4% |
| 112 | 2 | 0.3% |
| 104 | 1 | 0.1% |
| 80 | 3 | 0.4% |
| 64 | 3 | 0.4% |
| 56 | 2 | 0.3% |
| 48 | 1 | 0.1% |
| 40 | 7 | |
| 32 | 6 | 0.8% |
| 24 | 16 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11 | 26 | 7 | 3 | 1 | 289 | 36 | 13 | 33 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 4 |
| 1 | 36 | 0 | 7 | 3 | 1 | 118 | 13 | 18 | 50 | 239.554 | 97 | 1 | 1 | 1 | 1 | 0 | 0 | 98 | 178 | 31 | 0 |
| 2 | 3 | 23 | 7 | 4 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 |
| 3 | 7 | 7 | 7 | 5 | 1 | 279 | 5 | 14 | 39 | 239.554 | 97 | 0 | 1 | 2 | 1 | 1 | 0 | 68 | 168 | 24 | 4 |
| 4 | 11 | 23 | 7 | 5 | 1 | 289 | 36 | 13 | 33 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 2 |
| 5 | 3 | 23 | 7 | 6 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 |
| 6 | 10 | 22 | 7 | 6 | 1 | 361 | 52 | 3 | 28 | 239.554 | 97 | 0 | 1 | 1 | 1 | 0 | 4 | 80 | 172 | 27 | 8 |
| 7 | 20 | 23 | 7 | 6 | 1 | 260 | 50 | 11 | 36 | 239.554 | 97 | 0 | 1 | 4 | 1 | 0 | 0 | 65 | 168 | 23 | 4 |
| 8 | 14 | 19 | 7 | 2 | 1 | 155 | 12 | 14 | 34 | 239.554 | 97 | 0 | 1 | 2 | 1 | 0 | 0 | 95 | 196 | 25 | 40 |
| 9 | 1 | 22 | 7 | 2 | 1 | 235 | 11 | 14 | 37 | 239.554 | 97 | 0 | 3 | 1 | 0 | 0 | 1 | 88 | 172 | 29 | 8 |
Last rows
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 730 | 6 | 22 | 7 | 3 | 1 | 189 | 29 | 13 | 33 | 264.604 | 93 | 0 | 1 | 2 | 0 | 0 | 2 | 69 | 167 | 25 | 16 |
| 731 | 34 | 23 | 7 | 4 | 1 | 118 | 10 | 10 | 37 | 264.604 | 93 | 0 | 1 | 0 | 0 | 0 | 0 | 83 | 172 | 28 | 2 |
| 732 | 10 | 22 | 7 | 4 | 1 | 361 | 52 | 3 | 28 | 264.604 | 93 | 0 | 1 | 1 | 1 | 0 | 4 | 80 | 172 | 27 | 8 |
| 733 | 28 | 22 | 7 | 4 | 1 | 225 | 26 | 9 | 28 | 264.604 | 93 | 0 | 1 | 1 | 0 | 0 | 2 | 69 | 169 | 24 | 8 |
| 734 | 13 | 13 | 7 | 2 | 1 | 369 | 17 | 12 | 31 | 264.604 | 93 | 0 | 1 | 3 | 1 | 0 | 0 | 70 | 169 | 25 | 80 |
| 735 | 11 | 14 | 7 | 3 | 1 | 289 | 36 | 13 | 33 | 264.604 | 93 | 0 | 1 | 2 | 1 | 0 | 1 | 90 | 172 | 30 | 8 |
| 736 | 1 | 11 | 7 | 3 | 1 | 235 | 11 | 14 | 37 | 264.604 | 93 | 0 | 3 | 1 | 0 | 0 | 1 | 88 | 172 | 29 | 4 |
| 737 | 4 | 0 | 0 | 3 | 1 | 118 | 14 | 13 | 40 | 271.219 | 95 | 0 | 1 | 1 | 1 | 0 | 8 | 98 | 170 | 34 | 0 |
| 738 | 8 | 0 | 0 | 4 | 2 | 231 | 35 | 14 | 39 | 271.219 | 95 | 0 | 1 | 2 | 1 | 0 | 2 | 100 | 170 | 35 | 0 |
| 739 | 35 | 0 | 0 | 6 | 3 | 179 | 45 | 14 | 53 | 271.219 | 95 | 0 | 1 | 1 | 0 | 0 | 1 | 77 | 175 | 25 | 0 |
Most frequently occurring
| ID | Reason for absence | Month of absence | Day of the week | Seasons | Transportation expense | Distance from Residence to Work | Service time | Age | Work load Average/day | Hit target | Disciplinary failure | Education | Son | Social drinker | Social smoker | Pet | Weight | Height | Body mass index | Absenteeism time in hours | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 3 | 27 | 2 | 4 | 2 | 179 | 51 | 18 | 38 | 251.818 | 96 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 4 |
| 14 | 22 | 27 | 4 | 6 | 3 | 179 | 26 | 9 | 30 | 246.288 | 91 | 0 | 3 | 0 | 0 | 0 | 0 | 56 | 171 | 19 | 2 | 4 |
| 3 | 3 | 27 | 2 | 4 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 3 |
| 5 | 3 | 27 | 2 | 6 | 2 | 179 | 51 | 18 | 38 | 251.818 | 96 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 3 |
| 7 | 3 | 27 | 3 | 4 | 2 | 179 | 51 | 18 | 38 | 222.196 | 99 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 3 |
| 8 | 3 | 27 | 3 | 5 | 2 | 179 | 51 | 18 | 38 | 222.196 | 99 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 3 | 3 |
| 0 | 3 | 23 | 7 | 6 | 1 | 179 | 51 | 18 | 38 | 239.554 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 1 | 3 | 27 | 2 | 2 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 4 | 3 | 27 | 2 | 5 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |
| 6 | 3 | 27 | 2 | 6 | 2 | 179 | 51 | 18 | 38 | 264.249 | 97 | 0 | 1 | 0 | 1 | 0 | 0 | 89 | 170 | 31 | 2 | 2 |